{"id":"W1965468095","doi":"10.2118/139019-ms","title":"Unconventional Resource Development and the Role of the Regulator","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Resource (disambiguation); Coalbed methane; Fossil fuel; Coal; Petroleum engineering; Petroleum industry; Tight gas; Tight oil; Oil sands; Regulator; Coal mining; Business; Engineering; Asphalt; Oil shale; Computer science; Hydraulic fracturing; Waste management; Environmental engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01270534,0.0003273495,0.0003186502,0.0008577217,0.006584564,0.01541968,0.002303417,0.005096297,0.007869123],"category_scores_gemma":[0.006905136,0.0003023178,0.000278189,0.00123701,0.01522177,0.003876315,0.004448244,0.005616025,0.0005847839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02773867,"about_ca_system_score_gemma":0.04758792,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2602046,"about_ca_topic_score_gemma":0.3098868,"domain_scores_codex":[0.9909444,0.002733019,0.0001863998,0.001038579,0.003013598,0.00208392],"domain_scores_gemma":[0.9853516,0.006006056,0.0009289045,0.0006166504,0.004280639,0.002816305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002446328,0.00003064067,0.00225319,0.00008981879,0.000007776767,0.0003344402,0.003558507,0.0009122866,0.0008547897,0.9293264,0.03877803,0.0238296],"study_design_scores_gemma":[0.00002414675,0.00003544366,0.004096527,0.0004871949,0.00001536117,0.000128768,0.006264806,0.002437645,0.0008805244,0.09495062,0.8906001,0.00007881367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05241351,0.01923717,0.01189732,0.3851375,0.002692854,0.0001036467,0.0001062831,0.0001928595,0.5282188],"genre_scores_gemma":[0.8017949,0.007180131,0.00420887,0.0543999,0.0006419544,0.00007489081,0.00008250805,0.00007974009,0.1315371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7397954,"threshold_uncertainty_score":0.51738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005235763998265455,"score_gpt":0.1811062746627049,"score_spread":0.1758705106644395,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}